Task 1
Data Cleaning
Task 2
Dynamic Specs
Task 3
Static Specs
Task 4
Data Summary
Task 5
Search Results
Task 6
Generalizations
Task 1: Data Cleaning & Separation
Videos Found
Comments Found
Sample Videos:
Content: Check out Ridge! Subscribe for more! TikTok: Instagram: Twitter: Threads: I finally got my hands on the highly anticipated Framework 13 laptop and built it from the ground up. While the concep...
Content: XREAL Beam Pro+XREAL Air 2 Pro Bundle: XREAL Beam Pro: XREAL Air 2 Pro: (Use discount code Sarah20 to get $20 off. Does not stack with Bundle discounts.) XREAL Air 2 Ultra： * discount code only a...
Content: Today we discuss the FNaF Movie 2 images and scripts! Become a Dawkbro! USE CODE DAWKO AT GFUEL CHECKOUT FOR A DISCOUNT! Discord: MERCH: NINDAWKO - - toy bonnie edit Join this channel to g...
Content: Yesterday we had another update on Starliner's extended stay at the ISS, and depending on how things play out we could see the two crew members coming home before the end of the month.... or spending ...
Content: Go to or scan the QR code and use code MOTHERTHEMOUNTAIN to get your free FÜM Base when you order your Journey Pack today. You can buy our book here! Anastasia's Instagram: Julia's Instagram: ...
Task 2: Dynamic Search Specification Generation
AI-generated search criteria based on video content and author information.
Video: FqIMu4C87SM
Author: Unknown Author
Generated Keywords: Framework 13, upgradeable, repairable, modularity, price tag, hardware, value proposition, cost considerations
Description: Author-specific search criteria for Unknown Author (Channel: FqIMu4C87SM)
Video: ubSE4me-sE8
Author: Unknown Author
Generated Keywords: AR technology, XREAL Beam Pro, XREAL Air 2 Pro, discount code, affordable AR glasses, product comparison, user reviews, partnership with XREAL
Description: Author-specific search criteria for Unknown Author (Channel: ubSE4me-sE8)
Video: rdMyaxhWQ8k
Author: Unknown Author
Generated Keywords: FNaF Movie, toy bonnie, Dawkbro, GFUEL discount, script leak, Five Nights at Freddy's, movie images, fan theories
Description: Author-specific search criteria for Unknown Author (Channel: rdMyaxhWQ8k)
Video: YKbDApzT1iw
Author: Unknown Author
Generated Keywords: Starliner, thruster failures, ISS, Boeing, Aerojet, NASA decision, crew members, space mission
Description: Author-specific search criteria for Unknown Author (Channel: YKbDApzT1iw)
Video: 2yyCnKcSrUg
Author: Unknown Author
Generated Keywords: regenerative farming, Bundjalung Country, mandarins, citrus polenta cake, sustainable living, traditional custodians, environmental films, rainforest
Description: Author-specific search criteria for Unknown Author (Channel: 2yyCnKcSrUg)
Task 3: Static Search Specifications
Pre-defined search criteria for consistent analysis across all videos.
Positive Feedback
Keywords: love, amazing, great, awesome, excellent, perfect, best, fantastic, good, nice, wonderful, outstanding, superb, brilliant, incredible
Description: Comments expressing positive sentiment and satisfaction
Questions
Keywords: ?, how, why, what, when, where, which, can you, does it, is it, are you, do you, would you, could you, explain, tell me, help
Description: Comments asking questions or seeking information
Task 4: Data Cleaning Summary
Data Cleaning Status
Cleaned Rows
Cleaning Actions Performed:
- ✅ Removed URLs from content
- ✅ Removed empty content entries
- ✅ Stripped whitespace
- ✅ Handled missing author IDs
Task 5: Comment Search Results
Comments that match the generated search specifications.
Video: FqIMu4C87SM
Author: Unknown Author
Video: ubSE4me-sE8
Author: Unknown Author
Video: rdMyaxhWQ8k
Author: Unknown Author
Video: YKbDApzT1iw
Author: Unknown Author
Video: 2yyCnKcSrUg
Author: Unknown Author
Task 6: Generalizations & Insights
AI-generated insights including sentiment analysis, topic extraction, and question identification.
Video: FqIMu4C87SM
Author: Unknown Author
Comments Analyzed: 578
Sentiment Analysis
Overall sentiment (0 = negative, 1 = positive)
Top 5 Topics
- Framework laptop repairability
- Framework laptop pricing
- Comparison with other laptop brands
- Linux support
- Sustainability and recycling
Top 5 Questions
- 1,5 years ago I decided in favor of buying a Yoga 7. Now I have multiple cracks on the plastic bezel...
- I came to this video thanks to a LTT video when people asked Linus to react to you (and he give you ...
- My mom bought one kislux and she loves it. It had been there for over 10 years when she went out wi...
- Yeah, they cost more than others. But surely we should be trying to support companies who are trying...
- He’s ABSOLUTELY RIGHT, so why have I paid my final payment for the even more expensive Intel Core Ul...
Video: ubSE4me-sE8
Author: Unknown Author
Comments Analyzed: 538
Sentiment Analysis
Overall sentiment (0 = negative, 1 = positive)
Top 5 Topics
- virtual reality headsets
- misinformation and dishonesty
- giveaways
- product pricing
- advertising and promotion
Top 5 Questions
- How is this content not banned yet? So much misinformation and dishonesty. Such an embarrassing port...
- How to Buy it?????????
- An Apple vision pro for $200.-? Let me guess, youre jewish.
- Gorilla tag?
- Why are you this bullshit video on chrome
Video: rdMyaxhWQ8k
Author: Unknown Author
Comments Analyzed: 1393
Sentiment Analysis
Overall sentiment (0 = negative, 1 = positive)
Top 5 Topics
- FNaF 2 movie and its connection to the game's universe
- Design and appearance of animatronics, especially Toy Chica
- Franchise continuity and future FNaF movies
- Involvement of Jim Henson studios in animatronics
- Excitement and anticipation for the movie release
Top 5 Questions
- Are the old animatronics gonna be gone?!
- I'm curious how they'll make Mangle move and how big she'd be since she's more complex than Foxy
- A gator? Monty? Third movie security breach?
- Will the fnaf 2 animatronics have the stoner eyes from the first movie?
- I say all of them in some way, the government part would explain the tech for the toy animatronics. ...
Video: YKbDApzT1iw
Author: Unknown Author
Comments Analyzed: 1596
Sentiment Analysis
Overall sentiment (0 = negative, 1 = positive)
Top 5 Topics
- NASA and Boeing Starliner issues
- SpaceX as an alternative
- Astronaut safety concerns
- Boeing's reputation and management
- Costs and logistics of space missions
Top 5 Questions
- Where will you go for vacation if your name was "Green"?
- Here’s what NASA should do - drop Boeing and Bezo’s and use what actually works, SPACE X - had they ...
- You can understand why they are putting an election before peoples lives because of fucking optics? ...
- What if we send captain marvel to rescue them?
- I just read a brief article saying that one of the reasons NASA does not want the two astronauts tha...
Video: 2yyCnKcSrUg
Author: Unknown Author
Comments Analyzed: 207
Sentiment Analysis
Overall sentiment (0 = negative, 1 = positive)
Top 5 Topics
- living in the countryside
- farm life
- video quality
- international viewers
- sponsorship and promotions
Top 5 Questions
- Update: the fence worked! Thanks so much to FÜM for sponsoring this video! Go to or scan the QR cod...
- Your video quality is best what is used shooting mobile ya camera
- How do you make use of so much harvest? Do you sell and barter or let nature have the excess?
- That's what kind of the dea take a big breath and give them a big smile girls ❤❤❤l with views worlds...
- Hello! I hope you will be fine and happy.I love nature life and i love your content ❤ Can i upload y...